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← How long a task a model can accomplish depends largely on its ability to notice its own mistakes and correct them.
17 connected korrents · 16 moments from 24 Feb 2018 to 3 Sept 2026.
Everything filed under AGI
AGI
Everything filed under LLMs
LLMs
Everything filed under Anthropic
Anthropic
Everything filed under OpenAI
OpenAI
Everything filed under AI alignment
AI alignment
Everything filed under design
design
Everything filed under management
management
Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject
Read this korrent: How long a task a model can accomplish depends largely on its ability to notice its own mistakes and correct them.
How long a task a model can accomplish depends largely on its ability to notice its own mistakes and correct them.
Last stated a year ago
16 Jun 2025
JK
Jared Kaplan — holds since 2025-06-16 — tap for who they are
Same subject: The way to find what a model can do is to hand it tasks slightly harder than you believe it can handle. — tap to centre the map on it
The way to find what a model can do is to hand it tasks slightly harder than you believe it can handle.
Last stated 2 months ago
27 Jul 2026
BC
Boris Cherny — holds since 2026-07-27 — tap for who they are
Same subject: Misalignment shows up most where a model is pushed to the very edge of its capability, which is exactly the regime that automating research will put it in. — tap to centre the map on it
Misalignment shows up most where a model is pushed to the very edge of its capability, which is exactly the regime that automating research will put it in.
Last stated 2 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer. — tap to centre the map on it
AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer.
Last stated 12 months ago
16 Oct 2025
DF
Dylan Field — holds since 2025-10-16 — tap for who they are
Same subject: AI models can produce competent-looking software but cannot judge which problems are worth solving or which solutions are right. — tap to centre the map on it
AI models can produce competent-looking software but cannot judge which problems are worth solving or which solutions are right.
Last stated 5 months ago
26 May 2026
CB
Carlos Alexandro Becker — holds since 2026-05-26 — tap for who they are
Same subject: Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape. — tap to centre the map on it
Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape.
Last stated 3 months ago
8 Jul 2026
MC
Meaghan Choi — holds since 2026-07-08 — tap for who they are
Same subject: The fundamentals matter way more than how quickly someone works, how many tools they use, or how they optimise for the models. — tap to centre the map on it
The fundamentals matter way more than how quickly someone works, how many tools they use, or how they optimise for the models.
Last stated 2 months ago
25 Aug 2026
JB
John Bai — holds since 2026-08-25 — tap for who they are
Same subject: Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first. — tap to centre the map on it
Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first.
Last stated 11 months ago
12 Nov 2025
SN
Satya Nadella — holds since 2025-11-12 — tap for who they are
Same subject: No observation of a model's behaviour can establish that it is aligned, because a model capable enough to be dangerous is capable enough to produce whatever behaviour it is being watched for. — tap to centre the map on it
No observation of a model's behaviour can establish that it is aligned, because a model capable enough to be dangerous is capable enough to produce whatever behaviour it is being watched for.
Last stated 2 years ago
7 May 2024
BS
Buck Shlegeris — holds since 2024-05-07 — tap for who they are
EY
Eliezer Yudkowsky — holds since 2022-06-10 — tap for who they are
Same subject: A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests. — tap to centre the map on it
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers. — tap to centre the map on it
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 3 years ago
18 Mar 2024
SA
Sam Altman — holds since 2024-03-18 — tap for who they are
Same subject: Agents are going to be incorporated into mainstream interfaces — tap to centre the map on it
Agents are going to be incorporated into mainstream interfaces
Last stated 7 months ago
25 Mar 2026
DH
David Heinemeier Hansson — holds since 2026-03-25 — tap for who they are
Same subject: A country outside the AI supply chain should just buy the index — which works only in the world where AI ends up commoditised rather than concentrated. — tap to centre the map on it
A country outside the AI supply chain should just buy the index — which works only in the world where AI ends up commoditised rather than concentrated.
Last stated 4 months ago
4 Jun 2026
AI
Alex Imas — holds since 2026-06-04 — tap for who they are
Same subject: A poor country should prioritise owning a piece of AI over retraining its workers, but it should not bet everything on that. — tap to centre the map on it
A poor country should prioritise owning a piece of AI over retraining its workers, but it should not bet everything on that.
Last stated 4 months ago
4 Jun 2026
PT
Phil Trammell — holds since 2026-06-04 — tap for who they are
Same subject: A slow takeoff is significantly more likely than a fast one: AI that is nearly as powerful will have transformed the world before the incredibly powerful kind arrives. — tap to centre the map on it
A slow takeoff is significantly more likely than a fast one: AI that is nearly as powerful will have transformed the world before the incredibly powerful kind arrives.
Last stated 9 years ago
24 Feb 2018
PC
Paul Christiano — holds since 2018-02-24 — tap for who they are
Same subject: "I don't know" becomes a kind of superpower when you can work with Claude Code to figure things out. — tap to centre the map on it
"I don't know" becomes a kind of superpower when you can work with Claude Code to figure things out.
Last stated 7 months ago
19 Mar 2026
KP
Kris Puckett — holds since 2026-03-19 — tap for who they are
Same subject: A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year. — tap to centre the map on it
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated a month ago
3 Sept 2026
DR
Dax Raad — holds since 2026-09-03 — tap for who they are
Same subject: A skill is a set of repeatable, specific instructions that augments what Claude Code can do. — tap to centre the map on it
A skill is a set of repeatable, specific instructions that augments what Claude Code can do.
Last stated 7 months ago
19 Mar 2026
KP
Kris Puckett — holds since 2026-03-19 — tap for who they are
same subject or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2015 to today — full is today a face: someone who holds the claim — tap it for who they are
At the centre
How long a task a model can accomplish depends largely on its ability to notice its own mistakes and correct them.
Last stated 16 Jun 2025 · a year ago
Holds Jared Kaplan
Read this korrent →
Similar wording
The way to find what a model can do is to hand it tasks slightly harder than you believe it can handle.
Last stated 27 Jul 2026 · 2 months ago
Holds Boris Cherny
Similar wording
Misalignment shows up most where a model is pushed to the very edge of its capability, which is exactly the regime that automating research will put it in.
Last stated 11 Aug 2026 · 2 months ago
Holds Ryan Greenblatt
Similar wording
AI does not remove a job so much as change what it consists of, and knowing exactly where a model's capabilities stop is now part of being a good engineer.
Last stated 16 Oct 2025 · 12 months ago
Holds Dylan Field
Similar wording
AI models can produce competent-looking software but cannot judge which problems are worth solving or which solutions are right.
Last stated 26 May 2026 · 5 months ago
Holds Carlos Alexandro Becker
Similar wording
Experimenting with mental models does not require high craft and is better done at speed, in the open, in iteration than by polishing something that is the wrong shape.
Last stated 8 Jul 2026 · 3 months ago
Holds Meaghan Choi
Similar wording
The fundamentals matter way more than how quickly someone works, how many tools they use, or how they optimise for the models.
Last stated 25 Aug 2026 · 2 months ago
Holds John Bai
Similar wording
Economic growth from AI waits on change management, not on model capability: the work artifact and the workflow have to change first.
Last stated 12 Nov 2025 · 11 months ago
Holds Satya Nadella
Similar wording
No observation of a model's behaviour can establish that it is aligned, because a model capable enough to be dangerous is capable enough to produce whatever behaviour it is being watched for.
Last stated 7 May 2024 · 2 years ago
Holds Buck Shlegeris Eliezer Yudkowsky
Same subject: OpenAI
A startup should not begin life as a nonprofit and bolt a for-profit arm on later, whatever OpenAI's own history suggests.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
Advertising was a necessary phase for the internet but a momentary industry, and an AI people pay for is better because they know the answers are not influenced by advertisers.
Last stated 18 Mar 2024 · 3 years ago
Holds Sam Altman
Same subject: OpenAI
Agents are going to be incorporated into mainstream interfaces
Last stated 25 Mar 2026 · 7 months ago
Holds David Heinemeier Hansson
Same subject: AGI
A country outside the AI supply chain should just buy the index — which works only in the world where AI ends up commoditised rather than concentrated.
Last stated 4 Jun 2026 · 4 months ago
Holds Alex Imas
Same subject: AGI
A poor country should prioritise owning a piece of AI over retraining its workers, but it should not bet everything on that.
Last stated 4 Jun 2026 · 4 months ago
Holds Phil Trammell
Same subject: AGI
A slow takeoff is significantly more likely than a fast one: AI that is nearly as powerful will have transformed the world before the incredibly powerful kind arrives.
Last stated 24 Feb 2018 · 9 years ago
Holds Paul Christiano
Same subject: Anthropic
"I don't know" becomes a kind of superpower when you can work with Claude Code to figure things out.
Last stated 19 Mar 2026 · 7 months ago
Holds Kris Puckett
Same subject: Anthropic
A benchmark that ranks Claude Code last while it stays first in use is measuring the wrong thing, and has been for a year.
Last stated 3 Sept 2026 · a month ago
Holds Dax Raad
Same subject: Anthropic
A skill is a set of repeatable, specific instructions that augments what Claude Code can do.
Last stated 19 Mar 2026 · 7 months ago
Holds Kris Puckett